CVE-Factory

CVE-Factory：规模化专家级智能体任务以应对代码安全漏洞 CVE-Factory 是一个多智能体（Multi-Agent）系统，用于实现完全自动化的端到端 CVE 复现。给定 CVE 记录后，系统会自动研究详细信息、生成测试用例、构建 Docker 环境，并验证每个漏洞既可利用也可被修补。该流水线无需人工干预即可将 CVE 元数据转换为可复现、可测试的漏洞环境。 ⚠️ 安全警告 ：本系统会构建并运行包含易受攻击软件的 Docker 容器。你必须 使用 Docker-in-Docker（DinD）环境 将 CVE 容器与宿主机系统隔离。切勿直接在宿主机的 Docker 守护进程上运行...

on-device-browser-agent

Local Browser - 设备端AI网页自动化 即将在我们主仓库中启动 runanywhere-web-sdk 支持：请前往查看：https://github.com/RunanywhereAI/runanywhere-sdks 一个使用WebLLM在设备上完全运行AI驱动的网页自动化的Chrome扩展。无需云API，无需API密钥，完全私密。 演示 https://github.com/user-attachments/assets/898cc5c2-db77-4067-96e6-233c5da2bae5 特性 设备端AI ：使用WebLLM与WebGPU加速进行本地LLM推理...

MASAPT

MASAPT 🤖 ↔ 🧠 ↔ 🤖 ❗ 免責事項 このツールは大学の講義の一環として、学術・研究目的で開発されています。 同意なしにMASAPTを標的への攻撃に使用することは違法です。 開発者は本ツールによって生じたいかなる損害についても責任を負わず、 MASAPTの悪質な使用を非難します。このツールは現時点ではプロフェッショナルな環境での使用を意図しておらず、 基礎となる理論モデルの 概念実証 に過ぎません。 ようこそ... 自動ペネトレーションテストのためのマルチエージェントシステム 🐱‍💻 探索 → 攻撃 → レポート → 📝 SPADE...

CVE-2026-55541

PraisonAI is a multi-agent teams system. Prior to praisonai 4.6.58, praisonai serve agents and praisonai serve unified parse --api-key but createagentsapp and createunifiedapp do not install a credential check. Unauthenticated callers can reach POST /agents and POST /api/v1/agents/id/invoke. This...

CVE-2026-55539

PraisonAI, a multi-agent teams system, exposed its async Jobs API (/api/v1/runs) without authentication prior to version 4.6.51. The create_app function mounted the endpoint with no access control, allowing any reachable caller to submit jobs, read results, cancel runs, or delete jobs using opera...

CVE-2026-55539 PraisonAI: [Auth Bypass] PraisonAI async Jobs API (`/api/v1/runs`) has no authentication — unauthenticated job execution, result theft, cancel and delete

PraisonAI is a multi-agent teams system. Prior to praisonai 4.6.51, the Jobs API createapp function mounts /api/v1/runs without authentication. Any reachable caller can submit jobs, read results, cancel runs, or delete jobs using operator credentials. The fix adds PRAISONAIJOBSAPIKEY middleware f...

ThreatForest: Multi-Agent Attack Tree Generation with Pluggable TTP Framework Mapping

Threat modeling is essential for secure software development, yet manual analysis of cloud-native architectures is slow and demands scarce security expertise. We present ThreatForest, a multi-agent system that generates structured attack trees from source code repositories, maps attack steps to...

Semantic Multi-Agent Intrusion Detection for IoT:Zero-Day and Adversarial Threats with Risk-Aware Reasoning

The rapid proliferation of Internet of Things IoT devices has enabled unprecedented automation and connectivity, but it has also substantially increased the attack surface, exposing networks to sophisticated cyber threats, including zero-day and adversarial intrusions. Traditional Intrusion...

CVE-2026-40113

PraisonAI is a multi-agent teams system. Prior to 4.5.128, deploy.py constructs a single comma-delimited string for the gcloud run deploy --set-env-vars argument by directly interpolating openaimodel, openaikey, and openaibase without validating that these values do not contain commas. gcloud use...

SHIELDS: Automating OS Hardening with Iterative Multi-Agent Remediation

Security misconfigurations remain a leading cause of OS-level compromise, and manually keeping systems compliant with standards like Defense Information Systems Agency DISA Security Technical Implementation Guides STIGs is a tedious and expensive process. Existing compliance automation tools can...

TIBlender: Early-Warning Threat Intelligence from Cross-Platform Social Media Evidence

Cyber threat signals are fragmented across multiple social media platforms, yet no existing approach has fully automated their integration into actionable threat intelligence TI reports. We present TIBlender, a multi-agent system that monitors four platforms X, Reddit, Telegram, and Discord and...

FORGE: Multi-Agent Graduated Exploitation and Detection Engineering

Vulnerability disclosure volumes now far exceed organizational assessment capacity, yet three adjacent research communities proof-of-concept generation, vulnerability prioritization, and detection rule engineering operate largely in isolation. Existing automated exploit generation systems report...

CVE-2026-44335

PraisonAI is a multi-agent teams system. Prior to version 1.6.32, the URL checking logic in PraisonAI has a logical flaw that could be bypassed by attackers, leading to SSRF attacks. This issue has been patched in version 1.6.32...

CVE-2026-40149

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the gateway's /api/approval/allow-list endpoint permits unauthenticated modification of the tool approval allowlist when no authtoken is configured the default. By adding dangerous tool names e.g., shellexec, filewrite to the allowlist, a...

CVE-2026-40148

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the safeextractall function in PraisonAI's recipe registry validates archive members against path traversal attacks but performs no checks on individual member sizes, cumulative extracted size, or member count before calling tar.extractal...

CVE-2026-40114

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the /api/v1/runs endpoint accepts an arbitrary webhookurl in the request body with no URL validation. When a submitted job completes success or failure, the server makes an HTTP POST request to this URL using httpx.AsyncClient. An...

MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

Network Intrusion Detection Systems NIDS face important limitations. Signature-based methods are effective for known attack patterns, but they struggle to detect zero-day attacks and often miss modified variants of previously known attacks, while many machine learning approaches offer limited...

PoC-Adapt: Semantic-Aware Automated Vulnerability Reproduction with LLM Multi-Agents and Reinforcement Learning-Driven Adaptive Policy

While recent approaches leverage large language models LLMs and multi-agent pipelines to automatically generate proof-of-concept PoC exploits from vulnerability reports, existing systems often suffer from two fundamental limitations: unreliable validation based on surface-level execution signals...

CVE-2026-34953

PraisonAI is a multi-agent teams system. Prior to version 4.5.97, OAuthManager.validatetoken returns True for any token not found in its internal store, which is empty by default. Any HTTP request to the MCP server with an arbitrary Bearer token is treated as authenticated, granting full access t...

CVE-2026-34934

PraisonAI is a multi-agent teams system. Prior to version 4.5.90, the getalluserthreads function constructs raw SQL queries using f-strings with unescaped thread IDs fetched from the database. An attacker stores a malicious thread ID via updatethread. When the application loads the thread list, t...